Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 824 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 64.5 KiB |
| Average record size in memory | 80.2 B |
Variable types
| NUM | 10 |
|---|
Reproduction
| Analysis started | 2022-11-13 16:59:56.017754 |
|---|---|
| Analysis finished | 2022-11-13 17:00:22.238046 |
| Duration | 26.22 seconds |
| Version | pandas-profiling v2.7.1 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Id has unique values | Unique |
slag has 377 (45.8%) zeros | Zeros |
flyash has 461 (55.9%) zeros | Zeros |
superplasticizer has 304 (36.9%) zeros | Zeros |
| Distinct count | 824 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 513.8470873786408 |
|---|---|
| Minimum | 0 |
| Maximum | 1028 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 50.15 |
| Q1 | 251.75 |
| median | 513.5 |
| Q3 | 770.25 |
| 95-th percentile | 974.85 |
| Maximum | 1028 |
| Range | 1028 |
| Interquartile range (IQR) | 518.5 |
Descriptive statistics
| Standard deviation | 296.7867789 |
|---|---|
| Coefficient of variation (CV) | 0.5775780115 |
| Kurtosis | -1.20657835 |
| Mean | 513.8470874 |
| Median Absolute Deviation (MAD) | 259.5 |
| Skewness | 0.000627465727 |
| Sum | 423410 |
| Variance | 88082.39214 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 995 | 1 | 0.1% | |
| 202 | 1 | 0.1% | |
| 608 | 1 | 0.1% | |
| 143 | 1 | 0.1% | |
| 1000 | 1 | 0.1% | |
| 197 | 1 | 0.1% | |
| 609 | 1 | 0.1% | |
| 279 | 1 | 0.1% | |
| 293 | 1 | 0.1% | |
| 400 | 1 | 0.1% | |
| Other values (814) | 814 | 98.8% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 1 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1028 | 1 | 0.1% | |
| 1027 | 1 | 0.1% | |
| 1026 | 1 | 0.1% | |
| 1024 | 1 | 0.1% | |
| 1023 | 1 | 0.1% |
cement
Real number (ℝ≥0)
| Distinct count | 254 |
|---|---|
| Unique (%) | 30.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 283.36080097087375 |
|---|---|
| Minimum | 102.0 |
| Maximum | 540.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 143.615 |
| Q1 | 192 |
| median | 275.1 |
| Q3 | 359.9 |
| 95-th percentile | 491 |
| Maximum | 540 |
| Range | 438 |
| Interquartile range (IQR) | 167.9 |
Descriptive statistics
| Standard deviation | 107.5364039 |
|---|---|
| Coefficient of variation (CV) | 0.3795034581 |
| Kurtosis | -0.6077758768 |
| Mean | 283.360801 |
| Median Absolute Deviation (MAD) | 83.9 |
| Skewness | 0.4933427896 |
| Sum | 233489.3 |
| Variance | 11564.07816 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 425 | 17 | 2.1% | |
| 362.6 | 16 | 1.9% | |
| 251.4 | 13 | 1.6% | |
| 475 | 13 | 1.6% | |
| 310 | 13 | 1.6% | |
| 349 | 12 | 1.5% | |
| 250 | 12 | 1.5% | |
| 446 | 11 | 1.3% | |
| 236 | 10 | 1.2% | |
| 331 | 10 | 1.2% | |
| Other values (244) | 697 | 84.6% |
| Value | Count | Frequency (%) | |
| 102 | 4 | 0.5% | |
| 108.3 | 4 | 0.5% | |
| 116 | 3 | 0.4% | |
| 122.6 | 4 | 0.5% | |
| 132 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 540 | 7 | 0.8% | |
| 531.3 | 5 | 0.6% | |
| 528 | 1 | 0.1% | |
| 525 | 7 | 0.8% | |
| 522 | 2 | 0.2% |
| Distinct count | 166 |
|---|---|
| Unique (%) | 20.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.37160194174757 |
|---|---|
| Minimum | 0.0 |
| Maximum | 359.4 |
| Zeros | 377 |
| Zeros (%) | 45.8% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 22 |
| Q3 | 144.775 |
| 95-th percentile | 236 |
| Maximum | 359.4 |
| Range | 359.4 |
| Interquartile range (IQR) | 144.775 |
Descriptive statistics
| Standard deviation | 86.97778445 |
|---|---|
| Coefficient of variation (CV) | 1.169502635 |
| Kurtosis | -0.5182968517 |
| Mean | 74.37160194 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.8020652798 |
| Sum | 61282.2 |
| Variance | 7565.134988 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 377 | 45.8% | |
| 189 | 24 | 2.9% | |
| 106.3 | 17 | 2.1% | |
| 24 | 11 | 1.3% | |
| 20 | 9 | 1.1% | |
| 98.1 | 9 | 1.1% | |
| 19 | 8 | 1.0% | |
| 145 | 8 | 1.0% | |
| 26 | 7 | 0.8% | |
| 203.5 | 6 | 0.7% | |
| Other values (156) | 348 | 42.2% |
| Value | Count | Frequency (%) | |
| 0 | 377 | 45.8% | |
| 11 | 4 | 0.5% | |
| 13.6 | 2 | 0.2% | |
| 15 | 5 | 0.6% | |
| 17.2 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 359.4 | 2 | 0.2% | |
| 342.1 | 1 | 0.1% | |
| 316.1 | 2 | 0.2% | |
| 305.3 | 3 | 0.4% | |
| 290.2 | 2 | 0.2% |
| Distinct count | 130 |
|---|---|
| Unique (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.16080097087379 |
|---|---|
| Minimum | 0.0 |
| Maximum | 195.0 |
| Zeros | 461 |
| Zeros (%) | 55.9% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 118.3 |
| 95-th percentile | 166.85 |
| Maximum | 195 |
| Range | 195 |
| Interquartile range (IQR) | 118.3 |
Descriptive statistics
| Standard deviation | 64.0006463 |
|---|---|
| Coefficient of variation (CV) | 1.203906734 |
| Kurtosis | -1.321913729 |
| Mean | 53.16080097 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.5660377685 |
| Sum | 43804.5 |
| Variance | 4096.082726 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 461 | 55.9% | |
| 118.3 | 15 | 1.8% | |
| 141 | 14 | 1.7% | |
| 24.5 | 13 | 1.6% | |
| 79 | 11 | 1.3% | |
| 95.7 | 9 | 1.1% | |
| 121.6 | 9 | 1.1% | |
| 94 | 9 | 1.1% | |
| 100.4 | 8 | 1.0% | |
| 167 | 8 | 1.0% | |
| Other values (120) | 267 | 32.4% |
| Value | Count | Frequency (%) | |
| 0 | 461 | 55.9% | |
| 24.5 | 13 | 1.6% | |
| 59 | 1 | 0.1% | |
| 71 | 1 | 0.1% | |
| 71.5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 195 | 3 | 0.4% | |
| 194.9 | 1 | 0.1% | |
| 194 | 1 | 0.1% | |
| 190 | 1 | 0.1% | |
| 185.3 | 1 | 0.1% |
water
Real number (ℝ≥0)
| Distinct count | 179 |
|---|---|
| Unique (%) | 21.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.79708737864075 |
|---|---|
| Minimum | 121.8 |
| Maximum | 247.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 121.8 |
|---|---|
| 5-th percentile | 146.13 |
| Q1 | 164.9 |
| median | 185.35 |
| Q3 | 192 |
| 95-th percentile | 228 |
| Maximum | 247 |
| Range | 125.2 |
| Interquartile range (IQR) | 27.1 |
Descriptive statistics
| Standard deviation | 21.32190452 |
|---|---|
| Coefficient of variation (CV) | 0.1172840821 |
| Kurtosis | 0.1765762128 |
| Mean | 181.7970874 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.09197296622 |
| Sum | 149800.8 |
| Variance | 454.6236124 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 192 | 97 | 11.8% | |
| 228 | 43 | 5.2% | |
| 185.7 | 36 | 4.4% | |
| 203.5 | 30 | 3.6% | |
| 186 | 25 | 3.0% | |
| 162 | 17 | 2.1% | |
| 164.9 | 16 | 1.9% | |
| 153.5 | 13 | 1.6% | |
| 200 | 12 | 1.5% | |
| 193 | 11 | 1.3% | |
| Other values (169) | 524 | 63.6% |
| Value | Count | Frequency (%) | |
| 121.8 | 5 | 0.6% | |
| 126.6 | 4 | 0.5% | |
| 137.8 | 3 | 0.4% | |
| 140 | 1 | 0.1% | |
| 140.8 | 4 | 0.5% |
| Value | Count | Frequency (%) | |
| 247 | 1 | 0.1% | |
| 246.9 | 1 | 0.1% | |
| 237 | 1 | 0.1% | |
| 236.7 | 1 | 0.1% | |
| 228 | 43 | 5.2% |
| Distinct count | 105 |
|---|---|
| Unique (%) | 12.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1639563106796125 |
|---|---|
| Minimum | 0.0 |
| Maximum | 32.2 |
| Zeros | 304 |
| Zeros (%) | 36.9% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6.1 |
| Q3 | 10.125 |
| 95-th percentile | 16.085 |
| Maximum | 32.2 |
| Range | 32.2 |
| Interquartile range (IQR) | 10.125 |
Descriptive statistics
| Standard deviation | 5.967257716 |
|---|---|
| Coefficient of variation (CV) | 0.9680889051 |
| Kurtosis | 1.265712251 |
| Mean | 6.163956311 |
| Median Absolute Deviation (MAD) | 5.6 |
| Skewness | 0.8977497366 |
| Sum | 5079.1 |
| Variance | 35.60816464 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 304 | 36.9% | |
| 11.6 | 28 | 3.4% | |
| 8 | 17 | 2.1% | |
| 7 | 14 | 1.7% | |
| 9.9 | 13 | 1.6% | |
| 7.8 | 13 | 1.6% | |
| 9 | 13 | 1.6% | |
| 16.5 | 13 | 1.6% | |
| 10 | 12 | 1.5% | |
| 6 | 12 | 1.5% | |
| Other values (95) | 385 | 46.7% |
| Value | Count | Frequency (%) | |
| 0 | 304 | 36.9% | |
| 1.7 | 4 | 0.5% | |
| 1.9 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 2.5 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 32.2 | 3 | 0.4% | |
| 28.2 | 5 | 0.6% | |
| 23.4 | 4 | 0.5% | |
| 22.1 | 1 | 0.1% | |
| 22 | 5 | 0.6% |
coarseaggregate
Real number (ℝ≥0)
| Distinct count | 258 |
|---|---|
| Unique (%) | 31.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 973.5485436893204 |
|---|---|
| Minimum | 801.0 |
| Maximum | 1145.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 801 |
|---|---|
| 5-th percentile | 842 |
| Q1 | 932 |
| median | 968 |
| Q3 | 1040.6 |
| 95-th percentile | 1104.51 |
| Maximum | 1145 |
| Range | 344 |
| Interquartile range (IQR) | 108.6 |
Descriptive statistics
| Standard deviation | 78.69463012 |
|---|---|
| Coefficient of variation (CV) | 0.08083277473 |
| Kurtosis | -0.6438676258 |
| Mean | 973.5485437 |
| Median Absolute Deviation (MAD) | 52.5 |
| Skewness | -0.04148492161 |
| Sum | 802204 |
| Variance | 6192.84481 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 932 | 46 | 5.6% | |
| 852.1 | 39 | 4.7% | |
| 944.7 | 24 | 2.9% | |
| 1125 | 21 | 2.5% | |
| 968 | 20 | 2.4% | |
| 967 | 16 | 1.9% | |
| 1047 | 15 | 1.8% | |
| 942 | 10 | 1.2% | |
| 822 | 9 | 1.1% | |
| 938 | 9 | 1.1% | |
| Other values (248) | 615 | 74.6% |
| Value | Count | Frequency (%) | |
| 801 | 4 | 0.5% | |
| 801.4 | 1 | 0.1% | |
| 811 | 1 | 0.1% | |
| 814 | 1 | 0.1% | |
| 814.1 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1145 | 1 | 0.1% | |
| 1134.3 | 5 | 0.6% | |
| 1130 | 1 | 0.1% | |
| 1125 | 21 | 2.5% | |
| 1124.4 | 2 | 0.2% |
fineaggregate
Real number (ℝ≥0)
| Distinct count | 274 |
|---|---|
| Unique (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 772.1074029126214 |
|---|---|
| Minimum | 594.0 |
| Maximum | 992.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 594 |
|---|---|
| 5-th percentile | 613 |
| Q1 | 726.775 |
| median | 778.5 |
| Q3 | 821.25 |
| 95-th percentile | 895.895 |
| Maximum | 992.6 |
| Range | 398.6 |
| Interquartile range (IQR) | 94.475 |
Descriptive statistics
| Standard deviation | 80.98471665 |
|---|---|
| Coefficient of variation (CV) | 0.1048878904 |
| Kurtosis | -0.1344581102 |
| Mean | 772.1074029 |
| Median Absolute Deviation (MAD) | 45.5 |
| Skewness | -0.2399879142 |
| Sum | 636216.5 |
| Variance | 6558.524332 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 755.8 | 24 | 2.9% | |
| 594 | 24 | 2.9% | |
| 613 | 20 | 2.4% | |
| 670 | 18 | 2.2% | |
| 801 | 14 | 1.7% | |
| 746.6 | 13 | 1.6% | |
| 887.1 | 13 | 1.6% | |
| 712 | 11 | 1.3% | |
| 845 | 10 | 1.2% | |
| 780.1 | 10 | 1.2% | |
| Other values (264) | 667 | 80.9% |
| Value | Count | Frequency (%) | |
| 594 | 24 | 2.9% | |
| 605 | 5 | 0.6% | |
| 611.8 | 5 | 0.6% | |
| 612 | 1 | 0.1% | |
| 613 | 20 | 2.4% |
| Value | Count | Frequency (%) | |
| 992.6 | 4 | 0.5% | |
| 945 | 2 | 0.2% | |
| 943.1 | 4 | 0.5% | |
| 942 | 4 | 0.5% | |
| 925.7 | 4 | 0.5% |
age
Real number (ℝ≥0)
| Distinct count | 14 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.661407766990294 |
|---|---|
| Minimum | 1 |
| Maximum | 365 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 12.25 |
| median | 28 |
| Q3 | 56 |
| 95-th percentile | 180 |
| Maximum | 365 |
| Range | 364 |
| Interquartile range (IQR) | 43.75 |
Descriptive statistics
| Standard deviation | 60.47570164 |
|---|---|
| Coefficient of variation (CV) | 1.354093045 |
| Kurtosis | 13.07549467 |
| Mean | 44.66140777 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 3.33541121 |
| Sum | 36801 |
| Variance | 3657.310489 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 28 | 350 | 42.5% | |
| 3 | 110 | 13.3% | |
| 7 | 94 | 11.4% | |
| 56 | 72 | 8.7% | |
| 14 | 46 | 5.6% | |
| 90 | 44 | 5.3% | |
| 100 | 39 | 4.7% | |
| 180 | 21 | 2.5% | |
| 91 | 20 | 2.4% | |
| 270 | 9 | 1.1% | |
| Other values (4) | 19 | 2.3% |
| Value | Count | Frequency (%) | |
| 1 | 2 | 0.2% | |
| 3 | 110 | 13.3% | |
| 7 | 94 | 11.4% | |
| 14 | 46 | 5.6% | |
| 28 | 350 | 42.5% |
| Value | Count | Frequency (%) | |
| 365 | 9 | 1.1% | |
| 360 | 5 | 0.6% | |
| 270 | 9 | 1.1% | |
| 180 | 21 | 2.5% | |
| 120 | 3 | 0.4% |
csMPa
Real number (ℝ≥0)
| Distinct count | 701 |
|---|---|
| Unique (%) | 85.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.8578640776699 |
|---|---|
| Minimum | 2.33 |
| Maximum | 82.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.6 KiB |
Quantile statistics
| Minimum | 2.33 |
|---|---|
| 5-th percentile | 11.3645 |
| Q1 | 23.685 |
| median | 34.08 |
| Q3 | 45.8625 |
| 95-th percentile | 67.28 |
| Maximum | 82.6 |
| Range | 80.27 |
| Interquartile range (IQR) | 22.1775 |
Descriptive statistics
| Standard deviation | 16.86509934 |
|---|---|
| Coefficient of variation (CV) | 0.4703319557 |
| Kurtosis | -0.2738606121 |
| Mean | 35.85786408 |
| Median Absolute Deviation (MAD) | 10.81 |
| Skewness | 0.4619332841 |
| Sum | 29546.88 |
| Variance | 284.4315757 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 33.4 | 4 | 0.5% | |
| 23.52 | 4 | 0.5% | |
| 77.3 | 4 | 0.5% | |
| 71.3 | 4 | 0.5% | |
| 79.3 | 4 | 0.5% | |
| 31.35 | 3 | 0.4% | |
| 17.54 | 3 | 0.4% | |
| 28.63 | 3 | 0.4% | |
| 39.3 | 3 | 0.4% | |
| 64.3 | 3 | 0.4% | |
| Other values (691) | 789 | 95.8% |
| Value | Count | Frequency (%) | |
| 2.33 | 1 | 0.1% | |
| 3.32 | 1 | 0.1% | |
| 4.57 | 1 | 0.1% | |
| 4.78 | 1 | 0.1% | |
| 4.9 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 82.6 | 1 | 0.1% | |
| 81.75 | 1 | 0.1% | |
| 80.2 | 1 | 0.1% | |
| 79.99 | 1 | 0.1% | |
| 79.4 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Id | cement | slag | flyash | water | superplasticizer | coarseaggregate | fineaggregate | age | csMPa | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 995 | 158.6 | 148.9 | 116.0 | 175.1 | 15.0 | 953.3 | 719.7 | 28 | 27.68 |
| 1 | 507 | 424.0 | 22.0 | 132.0 | 178.0 | 8.5 | 822.0 | 750.0 | 28 | 62.05 |
| 2 | 334 | 275.1 | 0.0 | 121.4 | 159.5 | 9.9 | 1053.6 | 777.5 | 3 | 23.80 |
| 3 | 848 | 252.0 | 97.0 | 76.0 | 194.0 | 8.0 | 835.0 | 821.0 | 28 | 33.40 |
| 4 | 294 | 168.9 | 42.2 | 124.3 | 158.3 | 10.8 | 1080.8 | 796.2 | 3 | 7.40 |
| 5 | 286 | 181.4 | 0.0 | 167.0 | 169.6 | 7.6 | 1055.6 | 777.8 | 28 | 27.77 |
| 6 | 938 | 154.8 | 183.4 | 0.0 | 193.3 | 9.1 | 1047.4 | 696.7 | 28 | 18.29 |
| 7 | 447 | 178.0 | 129.8 | 118.6 | 179.9 | 3.6 | 1007.3 | 746.8 | 56 | 48.59 |
| 8 | 692 | 212.0 | 141.3 | 0.0 | 203.5 | 0.0 | 973.4 | 750.0 | 90 | 39.70 |
| 9 | 652 | 102.0 | 153.0 | 0.0 | 192.0 | 0.0 | 887.0 | 942.0 | 3 | 4.57 |
Last rows
| Id | cement | slag | flyash | water | superplasticizer | coarseaggregate | fineaggregate | age | csMPa | |
|---|---|---|---|---|---|---|---|---|---|---|
| 814 | 308 | 277.1 | 0.0 | 97.4 | 160.6 | 11.8 | 973.9 | 875.6 | 100 | 55.64 |
| 815 | 661 | 141.3 | 212.0 | 0.0 | 203.5 | 0.0 | 971.8 | 748.5 | 7 | 10.39 |
| 816 | 130 | 323.7 | 282.8 | 0.0 | 183.8 | 10.3 | 942.7 | 659.9 | 28 | 74.70 |
| 817 | 663 | 133.0 | 200.0 | 0.0 | 192.0 | 0.0 | 927.4 | 839.2 | 28 | 27.87 |
| 818 | 871 | 159.0 | 187.0 | 0.0 | 176.0 | 11.0 | 990.0 | 789.0 | 28 | 32.76 |
| 819 | 87 | 286.3 | 200.9 | 0.0 | 144.7 | 11.2 | 1004.6 | 803.7 | 3 | 24.40 |
| 820 | 330 | 246.8 | 0.0 | 125.1 | 143.3 | 12.0 | 1086.8 | 800.9 | 14 | 42.22 |
| 821 | 466 | 190.3 | 0.0 | 125.2 | 166.6 | 9.9 | 1079.0 | 798.9 | 100 | 33.56 |
| 822 | 121 | 475.0 | 118.8 | 0.0 | 181.1 | 8.9 | 852.1 | 781.5 | 28 | 68.30 |
| 823 | 860 | 314.0 | 0.0 | 113.0 | 170.0 | 10.0 | 925.0 | 783.0 | 28 | 38.46 |